Dataset info
| Number of variables | 79 |
|---|---|
| Number of observations | 18147 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 10.9 MiB |
| Average record size in memory | 632.0 B |
Variables types
| Numeric | 37 |
|---|---|
| Categorical | 7 |
| Boolean | 0 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 35 |
| Unsupported | 0 |
Warnings
CAM is highly correlated with BallControl (ρ = 0.96195) | Rejected |
CB has 2025 (11.2%) zeros | Zeros |
CDM is highly correlated with CB (ρ = 0.98076) | Rejected |
CF is highly correlated with CAM (ρ = 0.99746) | Rejected |
Club has a high cardinality: 652 distinct values | Warning |
CM is highly correlated with CF (ρ = 0.97222) | Rejected |
Dribbling is highly correlated with CM (ρ = 0.90335) | Rejected |
GKHandling is highly correlated with GKDiving (ρ = 0.97028) | Rejected |
GKKicking is highly correlated with GKHandling (ρ = 0.96526) | Rejected |
GKPositioning is highly correlated with GKKicking (ρ = 0.96434) | Rejected |
GKReflexes is highly correlated with GKPositioning (ρ = 0.97014) | Rejected |
LAM is highly correlated with Dribbling (ρ = 0.94812) | Rejected |
LB is highly correlated with CM (ρ = 0.92673) | Rejected |
LCB is highly correlated with LB (ρ = 0.97804) | Rejected |
LCM is highly correlated with LB (ρ = 0.92673) | Rejected |
LDM is highly correlated with LCM (ρ = 0.93478) | Rejected |
LF is highly correlated with LCM (ρ = 0.97222) | Rejected |
LM is highly correlated with LF (ρ = 0.99411) | Rejected |
LS is highly correlated with LM (ρ = 0.983) | Rejected |
LW is highly correlated with LS (ρ = 0.9869) | Rejected |
LWB is highly correlated with LM (ρ = 0.91001) | Rejected |
Name has a high cardinality: 17140 distinct values | Warning |
Nationality has a high cardinality: 164 distinct values | Warning |
Positioning is highly correlated with LW (ρ = 0.90182) | Rejected |
RAM is highly correlated with LW (ρ = 0.99698) | Rejected |
RB is highly correlated with LWB (ρ = 0.99632) | Rejected |
RCB is highly correlated with RB (ρ = 0.97804) | Rejected |
RCM is highly correlated with RB (ρ = 0.92673) | Rejected |
RDM is highly correlated with RCM (ρ = 0.93478) | Rejected |
RF is highly correlated with RCM (ρ = 0.97222) | Rejected |
RM is highly correlated with RF (ρ = 0.99411) | Rejected |
RS is highly correlated with RM (ρ = 0.983) | Rejected |
RW is highly correlated with RS (ρ = 0.9869) | Rejected |
RWB is highly correlated with RM (ρ = 0.91001) | Rejected |
ShortPassing is highly correlated with RCM (ρ = 0.92548) | Rejected |
SlidingTackle is highly correlated with Interceptions (ρ = 0.92826) | Rejected |
SprintSpeed is highly correlated with Acceleration (ρ = 0.92193) | Rejected |
ST is highly correlated with RW (ρ = 0.9869) | Rejected |
StandingTackle is highly correlated with SlidingTackle (ρ = 0.97466) | Rejected |
Value_in_Pounds has 240 (< 0.1%) zeros | Zeros |
Wage_in_Pounds has 229 (< 0.1%) zeros | Zeros |
index
Numeric
| Distinct count | 18147 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9089.2 |
|---|---|
| Minimum | 0 |
| Maximum | 18206 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 907.3 |
| Q1 | 4536.5 |
| Median | 9076 |
| Q3 | 13662 |
| 95-th percentile | 17296 |
| Maximum | 18206 |
| Range | 18206 |
| Interquartile range | 9126 |
Descriptive statistics
| Standard deviation | 5257.9 |
|---|---|
| Coef of variation | 0.57848 |
| Kurtosis | -1.1997 |
| Mean | 9089.2 |
| MAD | 4552.2 |
| Skewness | 0.0052415 |
| Sum | 1.6494e+08 |
| Variance | 2.7646e+07 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 1 | 2047 | 11.3% | |
| 1 | 6822 | 37.6% | |
| 1 | 10912 | 60.1% | |
| 1 | 8865 | 48.9% | |
| 1 | 15010 | 82.7% | |
| 1 | 12963 | 71.4% | |
| 1 | 2724 | 15.0% | |
| 1 | 677 | < 0.1% | |
| 1 | 4775 | 26.3% | |
| 1 | 4759 | 26.2% | |
| Other values (18137) | 164872877 | 908540.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2047 | 11.3% | |
| 1 | 6822 | 37.6% | |
| 1 | 10912 | 60.1% | |
| 1 | 8865 | 48.9% | |
| 1 | 15010 | 82.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2047 | 11.3% | |
| 1 | 6822 | 37.6% | |
| 1 | 10912 | 60.1% | |
| 1 | 8865 | 48.9% | |
| 1 | 15010 | 82.7% |
Acceleration
Numeric
| Distinct count | 86 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 64.613 |
|---|---|
| Minimum | 12 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 57 |
| Median | 67 |
| Q3 | 75 |
| 95-th percentile | 85 |
| Maximum | 97 |
| Range | 85 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 14.93 |
|---|---|
| Coef of variation | 0.23107 |
| Kurtosis | 0.4689 |
| Mean | 64.613 |
| MAD | 11.565 |
| Skewness | -0.81526 |
| Sum | 1.1725e+06 |
| Variance | 222.91 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 69 | 759 | < 0.1% | |
| 68 | 740 | < 0.1% | |
| 67 | 684 | < 0.1% | |
| 74 | 614 | < 0.1% | |
| 66 | 607 | < 0.1% | |
| 65 | 568 | < 0.1% | |
| 75 | 568 | < 0.1% | |
| 72 | 549 | < 0.1% | |
| 73 | 527 | < 0.1% | |
| 78 | 527 | < 0.1% | |
| Other values (76) | 12004 | 66.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 13 | 2 | < 0.1% | |
| 14 | 3 | < 0.1% | |
| 15 | 17 | < 0.1% | |
| 16 | 13 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 2 | < 0.1% | |
| 96 | 2 | < 0.1% | |
| 95 | 8 | < 0.1% | |
| 94 | 25 | < 0.1% | |
| 93 | 41 | < 0.1% |
Age
Numeric
| Distinct count | 29 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 25.121 |
|---|---|
| Minimum | 16 |
| Maximum | 45 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 21 |
| Median | 25 |
| Q3 | 28 |
| 95-th percentile | 33 |
| Maximum | 45 |
| Range | 29 |
| Interquartile range | 7 |
Descriptive statistics
| Standard deviation | 4.6698 |
|---|---|
| Coef of variation | 0.18589 |
| Kurtosis | -0.46077 |
| Mean | 25.121 |
| MAD | 3.8591 |
| Skewness | 0.39123 |
| Sum | 4.5587e+05 |
| Variance | 21.807 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 21 | 1420 | 7.8% | |
| 26 | 1380 | 7.6% | |
| 24 | 1355 | 7.5% | |
| 22 | 1335 | 7.4% | |
| 23 | 1326 | 7.3% | |
| 25 | 1312 | 7.2% | |
| 20 | 1236 | 6.8% | |
| 27 | 1158 | 6.4% | |
| 28 | 1099 | 6.1% | |
| 19 | 1021 | 5.6% | |
| Other values (19) | 5505 | 30.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 16 | 42 | < 0.1% | |
| 17 | 287 | < 0.1% | |
| 18 | 732 | < 0.1% | |
| 19 | 1021 | 5.6% | |
| 20 | 1236 | 6.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 45 | 1 | < 0.1% | |
| 44 | 2 | < 0.1% | |
| 42 | 1 | < 0.1% | |
| 41 | 5 | < 0.1% | |
| 40 | 13 | < 0.1% |
Aggression
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 55.876 |
|---|---|
| Minimum | 11 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 44 |
| Median | 59 |
| Q3 | 69 |
| 95-th percentile | 80 |
| Maximum | 95 |
| Range | 84 |
| Interquartile range | 25 |
Descriptive statistics
| Standard deviation | 17.367 |
|---|---|
| Coef of variation | 0.3108 |
| Kurtosis | -0.62969 |
| Mean | 55.876 |
| MAD | 14.352 |
| Skewness | -0.43296 |
| Sum | 1.014e+06 |
| Variance | 301.6 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 65 | 516 | < 0.1% | |
| 68 | 514 | < 0.1% | |
| 70 | 489 | < 0.1% | |
| 60 | 464 | < 0.1% | |
| 58 | 458 | < 0.1% | |
| 55 | 432 | < 0.1% | |
| 62 | 427 | < 0.1% | |
| 72 | 427 | < 0.1% | |
| 66 | 424 | < 0.1% | |
| 59 | 421 | < 0.1% | |
| Other values (75) | 13575 | 74.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 11 | 5 | < 0.1% | |
| 12 | 12 | < 0.1% | |
| 13 | 17 | < 0.1% | |
| 14 | 11 | < 0.1% | |
| 15 | 25 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 8 | < 0.1% | |
| 93 | 3 | < 0.1% | |
| 92 | 16 | < 0.1% | |
| 91 | 13 | < 0.1% |
Agility
Numeric
| Distinct count | 81 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.501 |
|---|---|
| Minimum | 14 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 55 |
| Median | 66 |
| Q3 | 74 |
| 95-th percentile | 85 |
| Maximum | 96 |
| Range | 82 |
| Interquartile range | 19 |
Descriptive statistics
| Standard deviation | 14.769 |
|---|---|
| Coef of variation | 0.23258 |
| Kurtosis | -0.069583 |
| Mean | 63.501 |
| MAD | 11.718 |
| Skewness | -0.59918 |
| Sum | 1.1524e+06 |
| Variance | 218.12 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 68 | 600 | < 0.1% | |
| 70 | 567 | < 0.1% | |
| 72 | 565 | < 0.1% | |
| 69 | 556 | < 0.1% | |
| 66 | 550 | < 0.1% | |
| 71 | 543 | < 0.1% | |
| 67 | 542 | < 0.1% | |
| 73 | 535 | < 0.1% | |
| 74 | 522 | < 0.1% | |
| 65 | 520 | < 0.1% | |
| Other values (71) | 12647 | 69.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 14 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 18 | 4 | < 0.1% | |
| 19 | 6 | < 0.1% | |
| 20 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 4 | < 0.1% | |
| 94 | 19 | < 0.1% | |
| 93 | 38 | < 0.1% | |
| 92 | 64 | < 0.1% |
Balance
Numeric
| Distinct count | 81 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.964 |
|---|---|
| Minimum | 16 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 56 |
| Median | 66 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 96 |
| Range | 80 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 14.136 |
|---|---|
| Coef of variation | 0.221 |
| Kurtosis | 0.094367 |
| Mean | 63.964 |
| MAD | 11.153 |
| Skewness | -0.58368 |
| Sum | 1.1608e+06 |
| Variance | 199.83 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 68 | 604 | < 0.1% | |
| 70 | 594 | < 0.1% | |
| 66 | 589 | < 0.1% | |
| 65 | 589 | < 0.1% | |
| 67 | 587 | < 0.1% | |
| 69 | 574 | < 0.1% | |
| 71 | 559 | < 0.1% | |
| 72 | 548 | < 0.1% | |
| 74 | 533 | < 0.1% | |
| 73 | 524 | < 0.1% | |
| Other values (71) | 12446 | 68.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 16 | 3 | < 0.1% | |
| 17 | 3 | < 0.1% | |
| 18 | 3 | < 0.1% | |
| 19 | 3 | < 0.1% | |
| 20 | 7 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 5 | < 0.1% | |
| 95 | 7 | < 0.1% | |
| 94 | 23 | < 0.1% | |
| 93 | 42 | < 0.1% | |
| 92 | 60 | < 0.1% |
BallControl
Numeric
| Distinct count | 90 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 58.375 |
|---|---|
| Minimum | 5 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 54 |
| Median | 63 |
| Q3 | 69 |
| 95-th percentile | 77 |
| Maximum | 96 |
| Range | 91 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 16.686 |
|---|---|
| Coef of variation | 0.28584 |
| Kurtosis | 1.0317 |
| Mean | 58.375 |
| MAD | 12.336 |
| Skewness | -1.2684 |
| Sum | 1.0593e+06 |
| Variance | 278.41 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 65 | 807 | < 0.1% | |
| 64 | 777 | < 0.1% | |
| 66 | 733 | < 0.1% | |
| 62 | 732 | < 0.1% | |
| 68 | 721 | < 0.1% | |
| 63 | 711 | < 0.1% | |
| 67 | 704 | < 0.1% | |
| 60 | 642 | < 0.1% | |
| 70 | 633 | < 0.1% | |
| 61 | 589 | < 0.1% | |
| Other values (80) | 11098 | 61.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 8 | 2 | < 0.1% | |
| 9 | 5 | < 0.1% | |
| 10 | 47 | < 0.1% | |
| 11 | 59 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 3 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 4 | < 0.1% |
Body_Type
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Normal | |
|---|---|
| Lean | |
| Stocky | 1142 |
| Value | Count | Frequency (%) | |
| Normal | 10590 | 58.4% | |
| Lean | 6415 | 35.4% | |
| Stocky | 1142 | 6.3% |
| Max length | 6 |
|---|---|
| Mean length | 5.293 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
CAM
Highly correlated
This variable is highly correlated with BallControl and should be ignored for analysis
| Correlation | 0.96195 |
|---|
CB
Numeric
| Distinct count | 64 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 51.204 |
|---|---|
| Minimum | 0 |
| Maximum | 90 |
| Zeros (%) | 11.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 44 |
| Median | 57 |
| Q3 | 66 |
| 95-th percentile | 74 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range | 22 |
Descriptive statistics
| Standard deviation | 21.245 |
|---|---|
| Coef of variation | 0.41491 |
| Kurtosis | 1.0589 |
| Mean | 51.204 |
| MAD | 15.877 |
| Skewness | -1.3257 |
| Sum | 9.2919e+05 |
| Variance | 451.36 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 0 | 2025 | 11.2% | |
| 65 | 637 | < 0.1% | |
| 64 | 625 | < 0.1% | |
| 66 | 595 | < 0.1% | |
| 67 | 585 | < 0.1% | |
| 63 | 573 | < 0.1% | |
| 68 | 535 | < 0.1% | |
| 62 | 504 | < 0.1% | |
| 70 | 484 | < 0.1% | |
| 69 | 481 | < 0.1% | |
| Other values (54) | 11103 | 61.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2025 | 11.2% | |
| 27 | 1 | < 0.1% | |
| 29 | 8 | < 0.1% | |
| 30 | 13 | < 0.1% | |
| 31 | 22 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 90 | 2 | < 0.1% | |
| 89 | 1 | < 0.1% | |
| 88 | 3 | < 0.1% | |
| 87 | 8 | < 0.1% | |
| 86 | 9 | < 0.1% |
CDM
Highly correlated
This variable is highly correlated with CB and should be ignored for analysis
| Correlation | 0.98076 |
|---|
CF
Highly correlated
This variable is highly correlated with CAM and should be ignored for analysis
| Correlation | 0.99746 |
|---|
Club
Categorical
| Distinct count | 652 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No Club | 229 |
|---|---|
| Wolverhampton Wanderers | 33 |
| Manchester City | 33 |
| Other values (649) |
| Value | Count | Frequency (%) | |
| No Club | 229 | < 0.1% | |
| Wolverhampton Wanderers | 33 | < 0.1% | |
| Manchester City | 33 | < 0.1% | |
| Cardiff City | 33 | < 0.1% | |
| Valencia CF | 33 | < 0.1% | |
| Liverpool | 33 | < 0.1% | |
| Burnley | 33 | < 0.1% | |
| Arsenal | 33 | < 0.1% | |
| Rayo Vallecano | 33 | < 0.1% | |
| RC Celta | 33 | < 0.1% | |
| Other values (642) | 17621 | > 99.9% |
| Max length | 35 |
|---|---|
| Mean length | 13.36 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | True |
| Contains non-words | True |
CM
Highly correlated
This variable is highly correlated with CF and should be ignored for analysis
| Correlation | 0.97222 |
|---|
Composure
Numeric
| Distinct count | 84 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 58.651 |
|---|---|
| Minimum | 3 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 39 |
| Q1 | 51 |
| Median | 60 |
| Q3 | 67 |
| 95-th percentile | 76 |
| Maximum | 96 |
| Range | 93 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 11.437 |
|---|---|
| Coef of variation | 0.195 |
| Kurtosis | 0.21499 |
| Mean | 58.651 |
| MAD | 9.0895 |
| Skewness | -0.38141 |
| Sum | 1.0643e+06 |
| Variance | 130.81 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 60 | 743 | < 0.1% | |
| 58 | 698 | < 0.1% | |
| 62 | 690 | < 0.1% | |
| 65 | 689 | < 0.1% | |
| 55 | 664 | < 0.1% | |
| 64 | 641 | < 0.1% | |
| 59 | 616 | < 0.1% | |
| 63 | 600 | < 0.1% | |
| 68 | 593 | < 0.1% | |
| 66 | 560 | < 0.1% | |
| Other values (74) | 11653 | 64.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 12 | 3 | < 0.1% | |
| 13 | 3 | < 0.1% | |
| 14 | 1 | < 0.1% | |
| 15 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 1 | < 0.1% |
Crossing
Numeric
| Distinct count | 89 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 49.738 |
|---|---|
| Minimum | 5 |
| Maximum | 93 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 38 |
| Median | 54 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 93 |
| Range | 88 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 18.364 |
|---|---|
| Coef of variation | 0.36922 |
| Kurtosis | -0.54251 |
| Mean | 49.738 |
| MAD | 15.162 |
| Skewness | -0.59486 |
| Sum | 9.026e+05 |
| Variance | 337.25 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 62 | 528 | < 0.1% | |
| 65 | 528 | < 0.1% | |
| 60 | 518 | < 0.1% | |
| 59 | 507 | < 0.1% | |
| 64 | 496 | < 0.1% | |
| 58 | 491 | < 0.1% | |
| 63 | 465 | < 0.1% | |
| 61 | 446 | < 0.1% | |
| 55 | 431 | < 0.1% | |
| 66 | 429 | < 0.1% | |
| Other values (79) | 13308 | 73.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 9 | < 0.1% | |
| 8 | 23 | < 0.1% | |
| 9 | 39 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 4 | < 0.1% | |
| 90 | 3 | < 0.1% | |
| 89 | 2 | < 0.1% |
Curve
Numeric
| Distinct count | 89 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.176 |
|---|---|
| Minimum | 6 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 34 |
| Median | 48 |
| Q3 | 62 |
| 95-th percentile | 75 |
| Maximum | 94 |
| Range | 88 |
| Interquartile range | 28 |
Descriptive statistics
| Standard deviation | 18.396 |
|---|---|
| Coef of variation | 0.38994 |
| Kurtosis | -0.74363 |
| Mean | 47.176 |
| MAD | 15.281 |
| Skewness | -0.23878 |
| Sum | 8.5611e+05 |
| Variance | 338.41 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 58 | 400 | < 0.1% | |
| 48 | 391 | < 0.1% | |
| 45 | 391 | < 0.1% | |
| 60 | 376 | < 0.1% | |
| 49 | 369 | < 0.1% | |
| 64 | 368 | < 0.1% | |
| 55 | 367 | < 0.1% | |
| 42 | 363 | < 0.1% | |
| 65 | 361 | < 0.1% | |
| 59 | 352 | < 0.1% | |
| Other values (79) | 14409 | 79.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6 | 4 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 8 | 11 | < 0.1% | |
| 9 | 41 | < 0.1% | |
| 10 | 147 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 6 | < 0.1% |
Dribbling
Highly correlated
This variable is highly correlated with CM and should be ignored for analysis
| Correlation | 0.90335 |
|---|
Finishing
Numeric
| Distinct count | 93 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 45.55 |
|---|---|
| Minimum | 2 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 30 |
| Median | 49 |
| Q3 | 62 |
| 95-th percentile | 73 |
| Maximum | 95 |
| Range | 93 |
| Interquartile range | 32 |
Descriptive statistics
| Standard deviation | 19.527 |
|---|---|
| Coef of variation | 0.4287 |
| Kurtosis | -0.97271 |
| Mean | 45.55 |
| MAD | 16.774 |
| Skewness | -0.30097 |
| Sum | 8.266e+05 |
| Variance | 381.32 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 58 | 462 | < 0.1% | |
| 59 | 433 | < 0.1% | |
| 62 | 430 | < 0.1% | |
| 60 | 427 | < 0.1% | |
| 65 | 423 | < 0.1% | |
| 66 | 401 | < 0.1% | |
| 64 | 399 | < 0.1% | |
| 57 | 384 | < 0.1% | |
| 61 | 382 | < 0.1% | |
| 55 | 374 | < 0.1% | |
| Other values (83) | 14032 | 77.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 2 | < 0.1% | |
| 4 | 5 | < 0.1% | |
| 5 | 80 | < 0.1% | |
| 6 | 95 | < 0.1% | |
| 7 | 115 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 2 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 2 | < 0.1% |
FKAccuracy
Numeric
| Distinct count | 90 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 42.866 |
|---|---|
| Minimum | 3 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 31 |
| Median | 41 |
| Q3 | 57 |
| 95-th percentile | 72 |
| Maximum | 94 |
| Range | 91 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 17.48 |
|---|---|
| Coef of variation | 0.40778 |
| Kurtosis | -0.71855 |
| Mean | 42.866 |
| MAD | 14.43 |
| Skewness | 0.10183 |
| Sum | 7.7789e+05 |
| Variance | 305.55 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 42 | 485 | < 0.1% | |
| 40 | 478 | < 0.1% | |
| 32 | 473 | < 0.1% | |
| 35 | 458 | < 0.1% | |
| 39 | 441 | < 0.1% | |
| 34 | 436 | < 0.1% | |
| 30 | 422 | < 0.1% | |
| 38 | 407 | < 0.1% | |
| 31 | 395 | < 0.1% | |
| 33 | 392 | < 0.1% | |
| Other values (80) | 13760 | 75.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 8 | < 0.1% | |
| 8 | 20 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 2 | < 0.1% |
GKDiving
Numeric
| Distinct count | 71 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 16.617 |
|---|---|
| Minimum | 1 |
| Maximum | 90 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 8 |
| Median | 11 |
| Q3 | 14 |
| 95-th percentile | 66 |
| Maximum | 90 |
| Range | 89 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 17.699 |
|---|---|
| Coef of variation | 1.0651 |
| Kurtosis | 4.4439 |
| Mean | 16.617 |
| MAD | 10.881 |
| Skewness | 2.4407 |
| Sum | 3.0155e+05 |
| Variance | 313.24 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 8 | 1616 | 8.9% | |
| 9 | 1586 | 8.7% | |
| 7 | 1579 | 8.7% | |
| 12 | 1574 | 8.7% | |
| 14 | 1563 | 8.6% | |
| 10 | 1563 | 8.6% | |
| 13 | 1550 | 8.5% | |
| 11 | 1499 | 8.3% | |
| 6 | 1305 | 7.2% | |
| 15 | 1234 | 6.8% | |
| Other values (61) | 3078 | 17.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 27 | < 0.1% | |
| 2 | 6 | < 0.1% | |
| 3 | 19 | < 0.1% | |
| 4 | 27 | < 0.1% | |
| 5 | 388 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 90 | 3 | < 0.1% | |
| 88 | 3 | < 0.1% | |
| 87 | 3 | < 0.1% | |
| 86 | 4 | < 0.1% | |
| 85 | 8 | < 0.1% |
GKHandling
Highly correlated
This variable is highly correlated with GKDiving and should be ignored for analysis
| Correlation | 0.97028 |
|---|
GKKicking
Highly correlated
This variable is highly correlated with GKHandling and should be ignored for analysis
| Correlation | 0.96526 |
|---|
GKPositioning
Highly correlated
This variable is highly correlated with GKKicking and should be ignored for analysis
| Correlation | 0.96434 |
|---|
GKReflexes
Highly correlated
This variable is highly correlated with GKPositioning and should be ignored for analysis
| Correlation | 0.97014 |
|---|
HeadingAccuracy
Numeric
| Distinct count | 91 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.301 |
|---|---|
| Minimum | 4 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 44 |
| Median | 56 |
| Q3 | 64 |
| 95-th percentile | 75 |
| Maximum | 94 |
| Range | 90 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 17.382 |
|---|---|
| Coef of variation | 0.33234 |
| Kurtosis | 0.29251 |
| Mean | 52.301 |
| MAD | 13.398 |
| Skewness | -0.88539 |
| Sum | 9.491e+05 |
| Variance | 302.13 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 58 | 646 | < 0.1% | |
| 59 | 571 | < 0.1% | |
| 60 | 571 | < 0.1% | |
| 55 | 565 | < 0.1% | |
| 62 | 528 | < 0.1% | |
| 65 | 509 | < 0.1% | |
| 61 | 485 | < 0.1% | |
| 64 | 483 | < 0.1% | |
| 54 | 480 | < 0.1% | |
| 57 | 471 | < 0.1% | |
| Other values (81) | 12838 | 70.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4 | 2 | < 0.1% | |
| 5 | 3 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 7 | < 0.1% | |
| 8 | 20 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 2 | < 0.1% | |
| 93 | 3 | < 0.1% | |
| 92 | 3 | < 0.1% | |
| 91 | 4 | < 0.1% | |
| 90 | 6 | < 0.1% |
Height_in_Cms
Numeric
| Distinct count | 21 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 181.26 |
|---|---|
| Minimum | 154.94 |
| Maximum | 205.74 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 154.94 |
|---|---|
| 5-th percentile | 170.18 |
| Q1 | 175.26 |
| Median | 180.34 |
| Q3 | 185.42 |
| 95-th percentile | 193.04 |
| Maximum | 205.74 |
| Range | 50.8 |
| Interquartile range | 10.16 |
Descriptive statistics
| Standard deviation | 6.7303 |
|---|---|
| Coef of variation | 0.037131 |
| Kurtosis | -0.22839 |
| Mean | 181.26 |
| MAD | 5.4921 |
| Skewness | -0.015806 |
| Sum | 3.2893e+06 |
| Variance | 45.297 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 182.88 | 2880 | 15.9% | |
| 177.8 | 2479 | 13.7% | |
| 175.26 | 2234 | 12.3% | |
| 180.34 | 2156 | 11.9% | |
| 187.96 | 2015 | 11.1% | |
| 185.42 | 1907 | 10.5% | |
| 190.5 | 989 | 5.4% | |
| 172.72 | 946 | 5.2% | |
| 170.18 | 903 | < 0.1% | |
| 193.04 | 749 | < 0.1% | |
| Other values (11) | 889 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 154.94 | 3 | < 0.1% | |
| 157.48 | 5 | < 0.1% | |
| 160.02 | 18 | < 0.1% | |
| 162.56 | 30 | < 0.1% | |
| 165.1 | 145 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 205.74 | 2 | < 0.1% | |
| 203.2 | 10 | < 0.1% | |
| 200.66 | 21 | < 0.1% | |
| 198.12 | 93 | < 0.1% | |
| 195.58 | 246 | < 0.1% |
Interceptions
Numeric
| Distinct count | 89 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 46.703 |
|---|---|
| Minimum | 3 |
| Maximum | 92 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 26 |
| Median | 52 |
| Q3 | 64 |
| 95-th percentile | 75 |
| Maximum | 92 |
| Range | 89 |
| Interquartile range | 38 |
Descriptive statistics
| Standard deviation | 20.697 |
|---|---|
| Coef of variation | 0.44317 |
| Kurtosis | -1.2642 |
| Mean | 46.703 |
| MAD | 18.38 |
| Skewness | -0.26862 |
| Sum | 8.4752e+05 |
| Variance | 428.38 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 62 | 508 | < 0.1% | |
| 66 | 505 | < 0.1% | |
| 65 | 492 | < 0.1% | |
| 63 | 476 | < 0.1% | |
| 64 | 465 | < 0.1% | |
| 60 | 428 | < 0.1% | |
| 68 | 408 | < 0.1% | |
| 58 | 401 | < 0.1% | |
| 67 | 389 | < 0.1% | |
| 22 | 373 | < 0.1% | |
| Other values (79) | 13702 | 75.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 6 | < 0.1% | |
| 6 | 46 | < 0.1% | |
| 7 | 46 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 92 | 2 | < 0.1% | |
| 90 | 3 | < 0.1% | |
| 89 | 3 | < 0.1% | |
| 88 | 5 | < 0.1% | |
| 87 | 12 | < 0.1% |
International_Reputation
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.1133 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.39415 |
|---|---|
| Coef of variation | 0.35404 |
| Kurtosis | 18.946 |
| Mean | 1.1133 |
| MAD | 0.20628 |
| Skewness | 4.0589 |
| Sum | 20203 |
| Variance | 0.15535 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 1 | 16520 | 91.0% | |
| 2 | 1261 | 6.9% | |
| 3 | 309 | < 0.1% | |
| 4 | 51 | < 0.1% | |
| 5 | 6 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 16520 | 91.0% | |
| 2 | 1261 | 6.9% | |
| 3 | 309 | < 0.1% | |
| 4 | 51 | < 0.1% | |
| 5 | 6 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 6 | < 0.1% | |
| 4 | 51 | < 0.1% | |
| 3 | 309 | < 0.1% | |
| 2 | 1261 | 6.9% | |
| 1 | 16520 | 91.0% |
Jersey_Number
Numeric
| Distinct count | 99 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 19.546 |
|---|---|
| Minimum | 1 |
| Maximum | 99 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| Median | 17 |
| Q3 | 26 |
| 95-th percentile | 44 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 15.948 |
|---|---|
| Coef of variation | 0.81591 |
| Kurtosis | 7.1353 |
| Mean | 19.546 |
| MAD | 11.099 |
| Skewness | 2.1855 |
| Sum | 3.547e+05 |
| Variance | 254.33 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 8 | 612 | < 0.1% | |
| 7 | 604 | < 0.1% | |
| 10 | 593 | < 0.1% | |
| 11 | 590 | < 0.1% | |
| 6 | 586 | < 0.1% | |
| 5 | 579 | < 0.1% | |
| 9 | 577 | < 0.1% | |
| 4 | 573 | < 0.1% | |
| 20 | 568 | < 0.1% | |
| 1 | 566 | < 0.1% | |
| Other values (89) | 12299 | 67.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 566 | < 0.1% | |
| 2 | 519 | < 0.1% | |
| 3 | 547 | < 0.1% | |
| 4 | 573 | < 0.1% | |
| 5 | 579 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 99 | 70 | < 0.1% | |
| 98 | 21 | < 0.1% | |
| 97 | 16 | < 0.1% | |
| 96 | 13 | < 0.1% | |
| 95 | 12 | < 0.1% |
Jumping
Numeric
| Distinct count | 74 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.091 |
|---|---|
| Minimum | 15 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 43 |
| Q1 | 58 |
| Median | 66 |
| Q3 | 73 |
| 95-th percentile | 83 |
| Maximum | 95 |
| Range | 80 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 11.822 |
|---|---|
| Coef of variation | 0.18163 |
| Kurtosis | 0.32456 |
| Mean | 65.091 |
| MAD | 9.2695 |
| Skewness | -0.45465 |
| Sum | 1.1812e+06 |
| Variance | 139.77 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 70 | 718 | < 0.1% | |
| 72 | 650 | < 0.1% | |
| 68 | 647 | < 0.1% | |
| 71 | 630 | < 0.1% | |
| 65 | 625 | < 0.1% | |
| 63 | 623 | < 0.1% | |
| 67 | 621 | < 0.1% | |
| 73 | 616 | < 0.1% | |
| 64 | 600 | < 0.1% | |
| 69 | 592 | < 0.1% | |
| Other values (64) | 11825 | 65.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 26 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 5 | < 0.1% | |
| 93 | 18 | < 0.1% | |
| 92 | 45 | < 0.1% | |
| 91 | 75 | < 0.1% |
LAM
Highly correlated
This variable is highly correlated with Dribbling and should be ignored for analysis
| Correlation | 0.94812 |
|---|
LB
Highly correlated
This variable is highly correlated with CM and should be ignored for analysis
| Correlation | 0.92673 |
|---|
LCB
Highly correlated
This variable is highly correlated with LB and should be ignored for analysis
| Correlation | 0.97804 |
|---|
LCM
Highly correlated
This variable is highly correlated with LB and should be ignored for analysis
| Correlation | 0.92673 |
|---|
LDM
Highly correlated
This variable is highly correlated with LCM and should be ignored for analysis
| Correlation | 0.93478 |
|---|
LF
Highly correlated
This variable is highly correlated with LCM and should be ignored for analysis
| Correlation | 0.97222 |
|---|
LM
Highly correlated
This variable is highly correlated with LF and should be ignored for analysis
| Correlation | 0.99411 |
|---|
LongPassing
Numeric
| Distinct count | 84 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.721 |
|---|---|
| Minimum | 9 |
| Maximum | 93 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 43 |
| Median | 56 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 93 |
| Range | 84 |
| Interquartile range | 21 |
Descriptive statistics
| Standard deviation | 15.325 |
|---|---|
| Coef of variation | 0.29068 |
| Kurtosis | -0.37408 |
| Mean | 52.721 |
| MAD | 12.47 |
| Skewness | -0.59667 |
| Sum | 9.5674e+05 |
| Variance | 234.86 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 62 | 625 | < 0.1% | |
| 59 | 603 | < 0.1% | |
| 58 | 602 | < 0.1% | |
| 63 | 598 | < 0.1% | |
| 60 | 593 | < 0.1% | |
| 64 | 564 | < 0.1% | |
| 65 | 557 | < 0.1% | |
| 55 | 537 | < 0.1% | |
| 57 | 510 | < 0.1% | |
| 61 | 508 | < 0.1% | |
| Other values (74) | 12450 | 68.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 9 | 3 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| 11 | 11 | < 0.1% | |
| 12 | 18 | < 0.1% | |
| 13 | 22 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 93 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 2 | < 0.1% | |
| 89 | 4 | < 0.1% | |
| 88 | 2 | < 0.1% |
LongShots
Numeric
| Distinct count | 92 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.113 |
|---|---|
| Minimum | 3 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 33 |
| Median | 51 |
| Q3 | 62 |
| 95-th percentile | 73 |
| Maximum | 94 |
| Range | 91 |
| Interquartile range | 29 |
Descriptive statistics
| Standard deviation | 19.263 |
|---|---|
| Coef of variation | 0.40887 |
| Kurtosis | -0.82061 |
| Mean | 47.113 |
| MAD | 16.27 |
| Skewness | -0.43247 |
| Sum | 8.5496e+05 |
| Variance | 371.07 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 59 | 507 | < 0.1% | |
| 58 | 496 | < 0.1% | |
| 62 | 485 | < 0.1% | |
| 65 | 436 | < 0.1% | |
| 55 | 435 | < 0.1% | |
| 64 | 430 | < 0.1% | |
| 60 | 408 | < 0.1% | |
| 56 | 401 | < 0.1% | |
| 52 | 394 | < 0.1% | |
| 63 | 385 | < 0.1% | |
| Other values (82) | 13770 | 75.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 6 | < 0.1% | |
| 5 | 84 | < 0.1% | |
| 6 | 110 | < 0.1% | |
| 7 | 107 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 2 | < 0.1% | |
| 91 | 2 | < 0.1% | |
| 90 | 2 | < 0.1% |
LS
Highly correlated
This variable is highly correlated with LM and should be ignored for analysis
| Correlation | 0.983 |
|---|
LW
Highly correlated
This variable is highly correlated with LS and should be ignored for analysis
| Correlation | 0.9869 |
|---|
LWB
Highly correlated
This variable is highly correlated with LM and should be ignored for analysis
| Correlation | 0.91001 |
|---|
Marking
Numeric
| Distinct count | 92 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.286 |
|---|---|
| Minimum | 3 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 30 |
| Median | 53 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 94 |
| Range | 91 |
| Interquartile range | 34 |
Descriptive statistics
| Standard deviation | 19.9 |
|---|---|
| Coef of variation | 0.42085 |
| Kurtosis | -1.0917 |
| Mean | 47.286 |
| MAD | 17.395 |
| Skewness | -0.36305 |
| Sum | 8.581e+05 |
| Variance | 396.03 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 60 | 572 | < 0.1% | |
| 62 | 549 | < 0.1% | |
| 65 | 525 | < 0.1% | |
| 64 | 485 | < 0.1% | |
| 58 | 466 | < 0.1% | |
| 55 | 453 | < 0.1% | |
| 63 | 428 | < 0.1% | |
| 66 | 427 | < 0.1% | |
| 59 | 424 | < 0.1% | |
| 68 | 419 | < 0.1% | |
| Other values (82) | 13399 | 73.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 16 | < 0.1% | |
| 6 | 29 | < 0.1% | |
| 7 | 53 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 2 | < 0.1% | |
| 90 | 9 | < 0.1% |
Name
Categorical
| Distinct count | 17140 |
|---|---|
| Unique (%) | 94.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| J. Rodríguez | 11 |
|---|---|
| Paulinho | 8 |
| J. Williams | 7 |
| Other values (17137) |
| Value | Count | Frequency (%) | |
| J. Rodríguez | 11 | < 0.1% | |
| Paulinho | 8 | < 0.1% | |
| J. Williams | 7 | < 0.1% | |
| R. Williams | 7 | < 0.1% | |
| J. Valencia | 6 | < 0.1% | |
| J. Hernández | 6 | < 0.1% | |
| Felipe | 6 | < 0.1% | |
| J. Gómez | 6 | < 0.1% | |
| M. Pedersen | 5 | < 0.1% | |
| J. Martínez | 5 | < 0.1% | |
| Other values (17130) | 18080 | > 99.9% |
| Max length | 22 |
|---|---|
| Mean length | 10.018 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
Nationality
Categorical
| Distinct count | 164 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| England | 1657 |
|---|---|
| Germany | 1195 |
| Spain | 1071 |
| Other values (161) |
| Value | Count | Frequency (%) | |
| England | 1657 | 9.1% | |
| Germany | 1195 | 6.6% | |
| Spain | 1071 | 5.9% | |
| Argentina | 936 | 5.2% | |
| France | 911 | 5.0% | |
| Brazil | 825 | < 0.1% | |
| Italy | 699 | < 0.1% | |
| Colombia | 616 | < 0.1% | |
| Japan | 478 | < 0.1% | |
| Netherlands | 452 | < 0.1% | |
| Other values (154) | 9307 | 51.3% |
| Max length | 20 |
|---|---|
| Mean length | 7.6258 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
Overall
Numeric
| Distinct count | 48 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 66.254 |
|---|---|
| Minimum | 46 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 46 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 62 |
| Median | 66 |
| Q3 | 71 |
| 95-th percentile | 77 |
| Maximum | 94 |
| Range | 48 |
| Interquartile range | 9 |
Descriptive statistics
| Standard deviation | 6.9133 |
|---|---|
| Coef of variation | 0.10435 |
| Kurtosis | 0.095135 |
| Mean | 66.254 |
| MAD | 5.4469 |
| Skewness | 0.062948 |
| Sum | 1.2023e+06 |
| Variance | 47.794 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 66 | 1162 | 6.4% | |
| 67 | 1117 | 6.2% | |
| 64 | 1091 | 6.0% | |
| 65 | 1044 | 5.8% | |
| 68 | 1034 | 5.7% | |
| 63 | 1002 | 5.5% | |
| 69 | 973 | 5.4% | |
| 70 | 888 | < 0.1% | |
| 62 | 830 | < 0.1% | |
| 71 | 783 | < 0.1% | |
| Other values (38) | 8223 | 45.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 46 | 1 | < 0.1% | |
| 47 | 20 | < 0.1% | |
| 48 | 32 | < 0.1% | |
| 49 | 36 | < 0.1% | |
| 50 | 103 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 2 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 6 | < 0.1% | |
| 90 | 5 | < 0.1% | |
| 89 | 11 | < 0.1% |
Penalties
Numeric
| Distinct count | 87 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 48.546 |
|---|---|
| Minimum | 5 |
| Maximum | 92 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 39 |
| Median | 49 |
| Q3 | 60 |
| 95-th percentile | 72 |
| Maximum | 92 |
| Range | 87 |
| Interquartile range | 21 |
Descriptive statistics
| Standard deviation | 15.703 |
|---|---|
| Coef of variation | 0.32347 |
| Kurtosis | -0.34715 |
| Mean | 48.546 |
| MAD | 12.707 |
| Skewness | -0.35494 |
| Sum | 8.8097e+05 |
| Variance | 246.59 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 45 | 492 | < 0.1% | |
| 55 | 487 | < 0.1% | |
| 49 | 480 | < 0.1% | |
| 48 | 473 | < 0.1% | |
| 58 | 470 | < 0.1% | |
| 59 | 467 | < 0.1% | |
| 60 | 452 | < 0.1% | |
| 50 | 444 | < 0.1% | |
| 44 | 426 | < 0.1% | |
| 40 | 419 | < 0.1% | |
| Other values (77) | 13537 | 74.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 9 | 6 | < 0.1% | |
| 10 | 52 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 92 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 6 | < 0.1% | |
| 89 | 3 | < 0.1% | |
| 88 | 7 | < 0.1% |
Position
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| M | |
|---|---|
| D | |
| F |
| Value | Count | Frequency (%) | |
| M | 7589 | 41.8% | |
| D | 5866 | 32.3% | |
| F | 2667 | 14.7% | |
| GK | 2025 | 11.2% |
| Max length | 2 |
|---|---|
| Mean length | 1.1116 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Positioning
Highly correlated
This variable is highly correlated with LW and should be ignored for analysis
| Correlation | 0.90182 |
|---|
Potential
Numeric
| Distinct count | 47 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 71.324 |
|---|---|
| Minimum | 48 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 67 |
| Median | 71 |
| Q3 | 75 |
| 95-th percentile | 82 |
| Maximum | 95 |
| Range | 47 |
| Interquartile range | 8 |
Descriptive statistics
| Standard deviation | 6.1323 |
|---|---|
| Coef of variation | 0.085978 |
| Kurtosis | 0.039079 |
| Mean | 71.324 |
| MAD | 4.9046 |
| Skewness | 0.26547 |
| Sum | 1.2943e+06 |
| Variance | 37.605 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 70 | 1197 | 6.6% | |
| 69 | 1170 | 6.4% | |
| 71 | 1140 | 6.3% | |
| 68 | 1134 | 6.2% | |
| 72 | 1120 | 6.2% | |
| 73 | 1050 | 5.8% | |
| 74 | 1015 | 5.6% | |
| 66 | 991 | 5.5% | |
| 67 | 987 | 5.4% | |
| 75 | 951 | 5.2% | |
| Other values (37) | 7392 | 40.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 48 | 2 | < 0.1% | |
| 50 | 2 | < 0.1% | |
| 51 | 2 | < 0.1% | |
| 52 | 10 | < 0.1% | |
| 53 | 6 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 3 | < 0.1% | |
| 93 | 4 | < 0.1% | |
| 92 | 9 | < 0.1% | |
| 91 | 12 | < 0.1% |
Preferred_Foot
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Right | |
|---|---|
| Left |
| Value | Count | Frequency (%) | |
| Right | 13938 | 76.8% | |
| Left | 4209 | 23.2% |
| Max length | 5 |
|---|---|
| Mean length | 4.7681 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
RAM
Highly correlated
This variable is highly correlated with LW and should be ignored for analysis
| Correlation | 0.99698 |
|---|
RB
Highly correlated
This variable is highly correlated with LWB and should be ignored for analysis
| Correlation | 0.99632 |
|---|
RCB
Highly correlated
This variable is highly correlated with RB and should be ignored for analysis
| Correlation | 0.97804 |
|---|
RCM
Highly correlated
This variable is highly correlated with RB and should be ignored for analysis
| Correlation | 0.92673 |
|---|
RDM
Highly correlated
This variable is highly correlated with RCM and should be ignored for analysis
| Correlation | 0.93478 |
|---|
Reactions
Numeric
| Distinct count | 68 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 61.839 |
|---|---|
| Minimum | 21 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 47 |
| Q1 | 56 |
| Median | 62 |
| Q3 | 68 |
| 95-th percentile | 76 |
| Maximum | 96 |
| Range | 75 |
| Interquartile range | 12 |
Descriptive statistics
| Standard deviation | 9.0111 |
|---|---|
| Coef of variation | 0.14572 |
| Kurtosis | 0.057535 |
| Mean | 61.839 |
| MAD | 7.1724 |
| Skewness | -0.11443 |
| Sum | 1.1222e+06 |
| Variance | 81.199 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 64 | 862 | < 0.1% | |
| 65 | 861 | < 0.1% | |
| 60 | 833 | < 0.1% | |
| 62 | 820 | < 0.1% | |
| 63 | 811 | < 0.1% | |
| 66 | 733 | < 0.1% | |
| 58 | 716 | < 0.1% | |
| 68 | 709 | < 0.1% | |
| 67 | 701 | < 0.1% | |
| 61 | 699 | < 0.1% | |
| Other values (58) | 10402 | 57.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 21 | 1 | < 0.1% | |
| 30 | 5 | < 0.1% | |
| 31 | 5 | < 0.1% | |
| 32 | 6 | < 0.1% | |
| 33 | 12 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% |
RF
Highly correlated
This variable is highly correlated with RCM and should be ignored for analysis
| Correlation | 0.97222 |
|---|
RM
Highly correlated
This variable is highly correlated with RF and should be ignored for analysis
| Correlation | 0.99411 |
|---|
RS
Highly correlated
This variable is highly correlated with RM and should be ignored for analysis
| Correlation | 0.983 |
|---|
RW
Highly correlated
This variable is highly correlated with RS and should be ignored for analysis
| Correlation | 0.9869 |
|---|
RWB
Highly correlated
This variable is highly correlated with RM and should be ignored for analysis
| Correlation | 0.91001 |
|---|
ShortPassing
Highly correlated
This variable is highly correlated with RCM and should be ignored for analysis
| Correlation | 0.92548 |
|---|
ShotPower
Numeric
| Distinct count | 92 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 55.465 |
|---|---|
| Minimum | 2 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 45 |
| Median | 59 |
| Q3 | 68 |
| 95-th percentile | 78 |
| Maximum | 95 |
| Range | 93 |
| Interquartile range | 23 |
Descriptive statistics
| Standard deviation | 17.236 |
|---|---|
| Coef of variation | 0.31075 |
| Kurtosis | -0.33467 |
| Mean | 55.465 |
| MAD | 13.949 |
| Skewness | -0.68055 |
| Sum | 1.0065e+06 |
| Variance | 297.06 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 68 | 573 | < 0.1% | |
| 70 | 558 | < 0.1% | |
| 65 | 552 | < 0.1% | |
| 62 | 541 | < 0.1% | |
| 66 | 515 | < 0.1% | |
| 60 | 497 | < 0.1% | |
| 64 | 491 | < 0.1% | |
| 63 | 472 | < 0.1% | |
| 58 | 471 | < 0.1% | |
| 59 | 462 | < 0.1% | |
| Other values (82) | 13015 | 71.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 3 | < 0.1% | |
| 91 | 2 | < 0.1% |
Skill_Moves
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.3615 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.75627 |
|---|---|
| Coef of variation | 0.32025 |
| Kurtosis | -0.088176 |
| Mean | 2.3615 |
| MAD | 0.64473 |
| Skewness | 0.14951 |
| Sum | 42854 |
| Variance | 0.57195 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 2 | 8556 | 47.1% | |
| 3 | 6598 | 36.4% | |
| 1 | 2025 | 11.2% | |
| 4 | 917 | 5.1% | |
| 5 | 51 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 2025 | 11.2% | |
| 2 | 8556 | 47.1% | |
| 3 | 6598 | 36.4% | |
| 4 | 917 | 5.1% | |
| 5 | 51 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 51 | < 0.1% | |
| 4 | 917 | 5.1% | |
| 3 | 6598 | 36.4% | |
| 2 | 8556 | 47.1% | |
| 1 | 2025 | 11.2% |
SlidingTackle
Highly correlated
This variable is highly correlated with Interceptions and should be ignored for analysis
| Correlation | 0.92826 |
|---|
SprintSpeed
Highly correlated
This variable is highly correlated with Acceleration and should be ignored for analysis
| Correlation | 0.92193 |
|---|
ST
Highly correlated
This variable is highly correlated with RW and should be ignored for analysis
| Correlation | 0.9869 |
|---|
Stamina
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.222 |
|---|---|
| Minimum | 12 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 56 |
| Median | 66 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 96 |
| Range | 84 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 15.896 |
|---|---|
| Coef of variation | 0.25144 |
| Kurtosis | 0.48183 |
| Mean | 63.222 |
| MAD | 12.196 |
| Skewness | -0.91567 |
| Sum | 1.1473e+06 |
| Variance | 252.69 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 68 | 694 | < 0.1% | |
| 69 | 668 | < 0.1% | |
| 67 | 630 | < 0.1% | |
| 72 | 611 | < 0.1% | |
| 65 | 587 | < 0.1% | |
| 74 | 577 | < 0.1% | |
| 66 | 573 | < 0.1% | |
| 70 | 571 | < 0.1% | |
| 75 | 556 | < 0.1% | |
| 64 | 549 | < 0.1% | |
| Other values (75) | 12131 | 66.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 13 | 2 | < 0.1% | |
| 14 | 9 | < 0.1% | |
| 15 | 4 | < 0.1% | |
| 16 | 22 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 3 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 7 | < 0.1% | |
| 93 | 27 | < 0.1% | |
| 92 | 58 | < 0.1% |
StandingTackle
Highly correlated
This variable is highly correlated with SlidingTackle and should be ignored for analysis
| Correlation | 0.97466 |
|---|
Strength
Numeric
| Distinct count | 74 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.319 |
|---|---|
| Minimum | 17 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 58 |
| Median | 67 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 97 |
| Range | 80 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 12.552 |
|---|---|
| Coef of variation | 0.19217 |
| Kurtosis | 0.058545 |
| Mean | 65.319 |
| MAD | 9.9178 |
| Skewness | -0.46821 |
| Sum | 1.1853e+06 |
| Variance | 157.56 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 68 | 678 | < 0.1% | |
| 67 | 626 | < 0.1% | |
| 65 | 623 | < 0.1% | |
| 69 | 605 | < 0.1% | |
| 70 | 596 | < 0.1% | |
| 73 | 569 | < 0.1% | |
| 72 | 569 | < 0.1% | |
| 64 | 564 | < 0.1% | |
| 66 | 561 | < 0.1% | |
| 75 | 540 | < 0.1% | |
| Other values (64) | 12216 | 67.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 17 | 1 | < 0.1% | |
| 24 | 2 | < 0.1% | |
| 25 | 2 | < 0.1% | |
| 26 | 4 | < 0.1% | |
| 27 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 1 | < 0.1% | |
| 95 | 3 | < 0.1% | |
| 94 | 14 | < 0.1% | |
| 93 | 29 | < 0.1% | |
| 92 | 58 | < 0.1% |
Value_in_Pounds
Numeric
| Distinct count | 217 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.4177e+06 |
|---|---|
| Minimum | 0 |
| Maximum | 1.185e+08 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 90000 |
| Q1 | 3e+05 |
| Median | 6.75e+05 |
| Q3 | 2e+06 |
| 95-th percentile | 1e+07 |
| Maximum | 1.185e+08 |
| Range | 1.185e+08 |
| Interquartile range | 1.7e+06 |
Descriptive statistics
| Standard deviation | 5.6028e+06 |
|---|---|
| Coef of variation | 2.3174 |
| Kurtosis | 76.644 |
| Mean | 2.4177e+06 |
| MAD | 2.7661e+06 |
| Skewness | 7.06 |
| Sum | 4.3875e+10 |
| Variance | 3.1392e+13 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 1.1e+06 | 431 | < 0.1% | |
| 3.75e+05 | 366 | < 0.1% | |
| 4.25e+05 | 349 | < 0.1% | |
| 3.25e+05 | 344 | < 0.1% | |
| 4.5e+05 | 340 | < 0.1% | |
| 5.25e+05 | 336 | < 0.1% | |
| 1.2e+06 | 324 | < 0.1% | |
| 3.5e+05 | 323 | < 0.1% | |
| 4e+05 | 321 | < 0.1% | |
| 1e+06 | 318 | < 0.1% | |
| Other values (207) | 14695 | 81.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 240 | < 0.1% | |
| 10000 | 15 | < 0.1% | |
| 20000 | 21 | < 0.1% | |
| 30000 | 23 | < 0.1% | |
| 40000 | 65 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1.185e+08 | 1 | < 0.1% | |
| 1.105e+08 | 1 | < 0.1% | |
| 1.02e+08 | 1 | < 0.1% | |
| 9.3e+07 | 1 | < 0.1% | |
| 8.9e+07 | 1 | < 0.1% |
Vision
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 53.408 |
|---|---|
| Minimum | 10 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 44 |
| Median | 55 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 94 |
| Range | 84 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 14.147 |
|---|---|
| Coef of variation | 0.26488 |
| Kurtosis | -0.35113 |
| Mean | 53.408 |
| MAD | 11.524 |
| Skewness | -0.35152 |
| Sum | 9.6919e+05 |
| Variance | 200.13 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 58 | 595 | < 0.1% | |
| 55 | 565 | < 0.1% | |
| 60 | 541 | < 0.1% | |
| 59 | 536 | < 0.1% | |
| 62 | 513 | < 0.1% | |
| 65 | 507 | < 0.1% | |
| 64 | 498 | < 0.1% | |
| 53 | 471 | < 0.1% | |
| 63 | 469 | < 0.1% | |
| 52 | 469 | < 0.1% | |
| Other values (75) | 12983 | 71.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 6 | < 0.1% | |
| 11 | 20 | < 0.1% | |
| 12 | 20 | < 0.1% | |
| 13 | 17 | < 0.1% | |
| 14 | 24 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 2 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 92 | 2 | < 0.1% | |
| 91 | 3 | < 0.1% | |
| 90 | 1 | < 0.1% |
Volleys
Numeric
| Distinct count | 87 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 42.912 |
|---|---|
| Minimum | 4 |
| Maximum | 90 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 30 |
| Median | 44 |
| Q3 | 57 |
| 95-th percentile | 70 |
| Maximum | 90 |
| Range | 86 |
| Interquartile range | 27 |
Descriptive statistics
| Standard deviation | 17.696 |
|---|---|
| Coef of variation | 0.41237 |
| Kurtosis | -0.71608 |
| Mean | 42.912 |
| MAD | 14.697 |
| Skewness | -0.1489 |
| Sum | 7.7873e+05 |
| Variance | 313.14 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 49 | 402 | < 0.1% | |
| 59 | 387 | < 0.1% | |
| 48 | 386 | < 0.1% | |
| 58 | 382 | < 0.1% | |
| 45 | 373 | < 0.1% | |
| 42 | 369 | < 0.1% | |
| 43 | 368 | < 0.1% | |
| 55 | 359 | < 0.1% | |
| 52 | 356 | < 0.1% | |
| 54 | 354 | < 0.1% | |
| Other values (77) | 14411 | 79.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4 | 7 | < 0.1% | |
| 5 | 90 | < 0.1% | |
| 6 | 101 | < 0.1% | |
| 7 | 110 | < 0.1% | |
| 8 | 137 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 90 | 5 | < 0.1% | |
| 89 | 1 | < 0.1% | |
| 88 | 3 | < 0.1% | |
| 87 | 5 | < 0.1% | |
| 86 | 7 | < 0.1% |
Wage_in_Pounds
Numeric
| Distinct count | 144 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 9759 |
|---|---|
| Minimum | 0 |
| Maximum | 5.65e+05 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 1000 |
| Median | 3000 |
| Q3 | 9000 |
| 95-th percentile | 39000 |
| Maximum | 5.65e+05 |
| Range | 5.65e+05 |
| Interquartile range | 8000 |
Descriptive statistics
| Standard deviation | 22030 |
|---|---|
| Coef of variation | 2.2574 |
| Kurtosis | 100.43 |
| Mean | 9759 |
| MAD | 10527 |
| Skewness | 7.8952 |
| Sum | 1.771e+08 |
| Variance | 4.8533e+08 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 1000 | 4873 | 26.9% | |
| 2000 | 2814 | 15.5% | |
| 3000 | 1851 | 10.2% | |
| 4000 | 1255 | 6.9% | |
| 5000 | 867 | < 0.1% | |
| 6000 | 682 | < 0.1% | |
| 7000 | 488 | < 0.1% | |
| 8000 | 423 | < 0.1% | |
| 9000 | 328 | < 0.1% | |
| 10000 | 319 | < 0.1% | |
| Other values (134) | 4247 | 23.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 229 | < 0.1% | |
| 1000 | 4873 | 26.9% | |
| 2000 | 2814 | 15.5% | |
| 3000 | 1851 | 10.2% | |
| 4000 | 1255 | 6.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5.65e+05 | 1 | < 0.1% | |
| 4.55e+05 | 1 | < 0.1% | |
| 4.2e+05 | 1 | < 0.1% | |
| 4.05e+05 | 1 | < 0.1% | |
| 3.8e+05 | 1 | < 0.1% |
Weak_Foot
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.9472 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| Median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.6605 |
|---|---|
| Coef of variation | 0.22411 |
| Kurtosis | 0.65823 |
| Mean | 2.9472 |
| MAD | 0.4264 |
| Skewness | 0.13862 |
| Sum | 53482 |
| Variance | 0.43626 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 3 | 11341 | 62.5% | |
| 2 | 3760 | 20.7% | |
| 4 | 2659 | 14.7% | |
| 5 | 229 | < 0.1% | |
| 1 | 158 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 158 | < 0.1% | |
| 2 | 3760 | 20.7% | |
| 3 | 11341 | 62.5% | |
| 4 | 2659 | 14.7% | |
| 5 | 229 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 229 | < 0.1% | |
| 4 | 2659 | 14.7% | |
| 3 | 11341 | 62.5% | |
| 2 | 3760 | 20.7% | |
| 1 | 158 | < 0.1% |
Weight_in_Pounds
Numeric
| Distinct count | 57 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 165.98 |
|---|---|
| Minimum | 110 |
| Maximum | 243 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 110 |
|---|---|
| 5-th percentile | 141 |
| Q1 | 154 |
| Median | 165 |
| Q3 | 176 |
| 95-th percentile | 194 |
| Maximum | 243 |
| Range | 133 |
| Interquartile range | 22 |
Descriptive statistics
| Standard deviation | 15.593 |
|---|---|
| Coef of variation | 0.093946 |
| Kurtosis | 0.091979 |
| Mean | 165.98 |
| MAD | 12.422 |
| Skewness | 0.21642 |
| Sum | 3.0121e+06 |
| Variance | 243.15 |
| Memory size | 141.9 KiB |
| Value | Count | Frequency (%) | |
| 165 | 1483 | 8.2% | |
| 154 | 1437 | 7.9% | |
| 176 | 1041 | 5.7% | |
| 172 | 985 | 5.4% | |
| 159 | 945 | 5.2% | |
| 161 | 936 | 5.2% | |
| 163 | 901 | < 0.1% | |
| 170 | 860 | < 0.1% | |
| 168 | 835 | < 0.1% | |
| 174 | 704 | < 0.1% | |
| Other values (47) | 8020 | 44.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 110 | 2 | < 0.1% | |
| 115 | 1 | < 0.1% | |
| 117 | 6 | < 0.1% | |
| 119 | 4 | < 0.1% | |
| 121 | 10 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 243 | 1 | < 0.1% | |
| 236 | 2 | < 0.1% | |
| 234 | 1 | < 0.1% | |
| 229 | 1 | < 0.1% | |
| 227 | 2 | < 0.1% |
Work_Rate
Categorical
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Medium/ Medium | |
|---|---|
| High/ Medium | |
| Medium/ High | 1690 |
| Other values (6) |
| Value | Count | Frequency (%) | |
| Medium/ Medium | 9804 | 54.0% | |
| High/ Medium | 3170 | 17.5% | |
| Medium/ High | 1690 | 9.3% | |
| High/ High | 1015 | 5.6% | |
| Medium/ Low | 849 | < 0.1% | |
| High/ Low | 697 | < 0.1% | |
| Low/ Medium | 449 | < 0.1% | |
| Low/ High | 439 | < 0.1% | |
| Low/ Low | 34 | < 0.1% |
| Max length | 14 |
|---|---|
| Mean length | 12.702 |
| Min length | 8 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | True |
| Contains non-words | True |
| Acceleration | Age | Aggression | Agility | Balance | BallControl | Body_Type | CAM | CB | CDM | CF | Club | CM | Composure | Crossing | Curve | Dribbling | Finishing | FKAccuracy | GKDiving | GKHandling | GKKicking | GKPositioning | GKReflexes | HeadingAccuracy | Height_in_Cms | Interceptions | International_Reputation | Jersey_Number | Jumping | LAM | LB | LCB | LCM | LDM | LF | LM | LongPassing | LongShots | LS | LW | LWB | Marking | Name | Nationality | Overall | Penalties | Position | Positioning | Potential | Preferred_Foot | RAM | RB | RCB | RCM | RDM | Reactions | RF | RM | RS | RW | RWB | ShortPassing | ShotPower | Skill_Moves | SlidingTackle | SprintSpeed | ST | Stamina | StandingTackle | Strength | Value_in_Pounds | Vision | Volleys | Wage_in_Pounds | Weak_Foot | Weight_in_Pounds | Work_Rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 91.0 | 31 | 48.0 | 91.0 | 95.0 | 96.0 | Lean | 95 | 49 | 63 | 95 | FC Barcelona | 86 | 96.0 | 84.0 | 93.0 | 97.0 | 95.0 | 94.0 | 6.0 | 11.0 | 15.0 | 14.0 | 8.0 | 70.0 | 170.18 | 22.0 | 5.0 | 10.0 | 68.0 | 95 | 61 | 49 | 86 | 63 | 95 | 93 | 87.0 | 94.0 | 90 | 94 | 66 | 33.0 | L. Messi | Argentina | 94 | 75.0 | F | 94.0 | 94 | Left | 95 | 61 | 49 | 86 | 63 | 95.0 | 95 | 93 | 90 | 94 | 66 | 90.0 | 85.0 | 4.0 | 26.0 | 86.0 | 90 | 72.0 | 28.0 | 59.0 | 110500000.0 | 94.0 | 86.0 | 565000.0 | 4.0 | 159 | Medium/ Medium |
| 1 | 89.0 | 33 | 63.0 | 87.0 | 70.0 | 94.0 | Normal | 91 | 56 | 64 | 93 | Juventus | 84 | 95.0 | 84.0 | 81.0 | 88.0 | 94.0 | 76.0 | 7.0 | 11.0 | 15.0 | 14.0 | 11.0 | 89.0 | 187.96 | 29.0 | 5.0 | 7.0 | 95.0 | 91 | 64 | 56 | 84 | 64 | 93 | 91 | 77.0 | 93.0 | 94 | 92 | 68 | 28.0 | Cristiano Ronaldo | Portugal | 94 | 85.0 | F | 95.0 | 94 | Right | 91 | 64 | 56 | 84 | 64 | 96.0 | 93 | 91 | 94 | 92 | 68 | 81.0 | 95.0 | 5.0 | 23.0 | 91.0 | 94 | 88.0 | 31.0 | 79.0 | 77000000.0 | 82.0 | 87.0 | 405000.0 | 4.0 | 183 | High/ Low |
| 2 | 94.0 | 26 | 56.0 | 96.0 | 84.0 | 95.0 | Lean | 92 | 50 | 63 | 92 | Paris Saint-Germain | 84 | 94.0 | 79.0 | 88.0 | 96.0 | 87.0 | 87.0 | 9.0 | 9.0 | 15.0 | 15.0 | 11.0 | 62.0 | 175.26 | 36.0 | 5.0 | 10.0 | 61.0 | 92 | 63 | 50 | 84 | 63 | 92 | 91 | 78.0 | 82.0 | 87 | 92 | 68 | 27.0 | Neymar Jr | Brazil | 92 | 81.0 | M | 89.0 | 93 | Right | 92 | 63 | 50 | 84 | 63 | 94.0 | 92 | 91 | 87 | 92 | 68 | 84.0 | 80.0 | 5.0 | 33.0 | 90.0 | 87 | 81.0 | 24.0 | 49.0 | 118500000.0 | 87.0 | 84.0 | 290000.0 | 5.0 | 150 | High/ Medium |
| 3 | 57.0 | 27 | 38.0 | 60.0 | 43.0 | 42.0 | Lean | 0 | 0 | 0 | 0 | Manchester United | 0 | 68.0 | 17.0 | 21.0 | 18.0 | 13.0 | 19.0 | 90.0 | 85.0 | 87.0 | 88.0 | 94.0 | 21.0 | 193.04 | 30.0 | 4.0 | 1.0 | 67.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 51.0 | 12.0 | 0 | 0 | 0 | 15.0 | De Gea | Spain | 91 | 40.0 | GK | 12.0 | 93 | Right | 0 | 0 | 0 | 0 | 0 | 90.0 | 0 | 0 | 0 | 0 | 0 | 50.0 | 31.0 | 1.0 | 13.0 | 58.0 | 0 | 43.0 | 21.0 | 64.0 | 72000000.0 | 68.0 | 13.0 | 260000.0 | 3.0 | 168 | Medium/ Medium |
| 4 | 78.0 | 27 | 76.0 | 79.0 | 77.0 | 91.0 | Normal | 91 | 69 | 80 | 90 | Manchester City | 90 | 88.0 | 93.0 | 85.0 | 86.0 | 82.0 | 83.0 | 15.0 | 13.0 | 5.0 | 10.0 | 13.0 | 55.0 | 180.34 | 61.0 | 4.0 | 7.0 | 63.0 | 91 | 76 | 69 | 90 | 80 | 90 | 91 | 91.0 | 91.0 | 85 | 90 | 80 | 68.0 | K. De Bruyne | Belgium | 91 | 79.0 | M | 87.0 | 92 | Right | 91 | 76 | 69 | 90 | 80 | 91.0 | 90 | 91 | 85 | 90 | 80 | 92.0 | 91.0 | 4.0 | 51.0 | 76.0 | 85 | 90.0 | 58.0 | 75.0 | 102000000.0 | 94.0 | 82.0 | 355000.0 | 5.0 | 154 | High/ High |
| 5 | 94.0 | 27 | 54.0 | 95.0 | 94.0 | 94.0 | Normal | 92 | 52 | 66 | 91 | Chelsea | 85 | 91.0 | 81.0 | 83.0 | 95.0 | 84.0 | 79.0 | 11.0 | 12.0 | 6.0 | 8.0 | 8.0 | 61.0 | 172.72 | 41.0 | 4.0 | 10.0 | 56.0 | 92 | 63 | 52 | 85 | 66 | 91 | 92 | 83.0 | 80.0 | 86 | 92 | 69 | 34.0 | E. Hazard | Belgium | 91 | 86.0 | F | 87.0 | 91 | Right | 92 | 63 | 52 | 85 | 66 | 90.0 | 91 | 92 | 86 | 92 | 69 | 89.0 | 82.0 | 4.0 | 22.0 | 88.0 | 86 | 83.0 | 27.0 | 66.0 | 93000000.0 | 89.0 | 80.0 | 340000.0 | 4.0 | 163 | High/ Medium |
| 6 | 80.0 | 32 | 62.0 | 93.0 | 94.0 | 93.0 | Lean | 90 | 74 | 84 | 87 | Real Madrid | 91 | 84.0 | 86.0 | 85.0 | 90.0 | 72.0 | 78.0 | 13.0 | 9.0 | 7.0 | 14.0 | 9.0 | 55.0 | 172.72 | 83.0 | 4.0 | 10.0 | 68.0 | 90 | 82 | 74 | 91 | 84 | 87 | 89 | 88.0 | 82.0 | 80 | 88 | 85 | 60.0 | L. Modrić | Croatia | 91 | 82.0 | M | 79.0 | 91 | Right | 90 | 82 | 74 | 91 | 84 | 90.0 | 87 | 89 | 80 | 88 | 85 | 93.0 | 79.0 | 4.0 | 73.0 | 72.0 | 80 | 89.0 | 76.0 | 58.0 | 67000000.0 | 92.0 | 76.0 | 420000.0 | 4.0 | 146 | High/ High |
| 7 | 86.0 | 31 | 87.0 | 82.0 | 83.0 | 90.0 | Normal | 90 | 68 | 73 | 92 | FC Barcelona | 84 | 85.0 | 77.0 | 86.0 | 87.0 | 93.0 | 84.0 | 27.0 | 25.0 | 31.0 | 33.0 | 37.0 | 77.0 | 182.88 | 41.0 | 5.0 | 9.0 | 69.0 | 90 | 71 | 68 | 84 | 73 | 92 | 89 | 64.0 | 85.0 | 92 | 91 | 74 | 62.0 | L. Suárez | Uruguay | 91 | 85.0 | F | 92.0 | 91 | Right | 90 | 71 | 68 | 84 | 73 | 92.0 | 92 | 89 | 92 | 91 | 74 | 82.0 | 86.0 | 3.0 | 38.0 | 75.0 | 92 | 90.0 | 45.0 | 83.0 | 80000000.0 | 84.0 | 88.0 | 455000.0 | 4.0 | 190 | High/ Medium |
| 8 | 76.0 | 32 | 88.0 | 78.0 | 66.0 | 84.0 | Normal | 74 | 90 | 87 | 74 | Real Madrid | 78 | 82.0 | 66.0 | 74.0 | 63.0 | 60.0 | 72.0 | 11.0 | 8.0 | 9.0 | 7.0 | 11.0 | 91.0 | 182.88 | 90.0 | 4.0 | 15.0 | 93.0 | 74 | 87 | 90 | 78 | 87 | 74 | 75 | 77.0 | 59.0 | 76 | 73 | 84 | 87.0 | Sergio Ramos | Spain | 91 | 75.0 | D | 60.0 | 91 | Right | 74 | 87 | 90 | 78 | 87 | 85.0 | 74 | 75 | 76 | 73 | 84 | 78.0 | 79.0 | 3.0 | 91.0 | 75.0 | 76 | 84.0 | 92.0 | 83.0 | 51000000.0 | 63.0 | 66.0 | 380000.0 | 3.0 | 181 | High/ Medium |
| 9 | 43.0 | 25 | 34.0 | 67.0 | 49.0 | 16.0 | Normal | 0 | 0 | 0 | 0 | Atlético Madrid | 0 | 70.0 | 13.0 | 13.0 | 12.0 | 11.0 | 14.0 | 86.0 | 92.0 | 78.0 | 88.0 | 89.0 | 15.0 | 187.96 | 19.0 | 3.0 | 1.0 | 76.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 26.0 | 12.0 | 0 | 0 | 0 | 27.0 | J. Oblak | Slovenia | 90 | 11.0 | GK | 11.0 | 93 | Right | 0 | 0 | 0 | 0 | 0 | 86.0 | 0 | 0 | 0 | 0 | 0 | 29.0 | 22.0 | 1.0 | 18.0 | 60.0 | 0 | 41.0 | 12.0 | 78.0 | 68000000.0 | 70.0 | 13.0 | 94000.0 | 3.0 | 192 | Medium/ Medium |
| Acceleration | Age | Aggression | Agility | Balance | BallControl | Body_Type | CAM | CB | CDM | CF | Club | CM | Composure | Crossing | Curve | Dribbling | Finishing | FKAccuracy | GKDiving | GKHandling | GKKicking | GKPositioning | GKReflexes | HeadingAccuracy | Height_in_Cms | Interceptions | International_Reputation | Jersey_Number | Jumping | LAM | LB | LCB | LCM | LDM | LF | LM | LongPassing | LongShots | LS | LW | LWB | Marking | Name | Nationality | Overall | Penalties | Position | Positioning | Potential | Preferred_Foot | RAM | RB | RCB | RCM | RDM | Reactions | RF | RM | RS | RW | RWB | ShortPassing | ShotPower | Skill_Moves | SlidingTackle | SprintSpeed | ST | Stamina | StandingTackle | Strength | Value_in_Pounds | Vision | Volleys | Wage_in_Pounds | Weak_Foot | Weight_in_Pounds | Work_Rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 18197 | 68.0 | 18 | 37.0 | 58.0 | 62.0 | 51.0 | Normal | 51 | 42 | 46 | 50 | Cork City | 49 | 52.0 | 44.0 | 48.0 | 50.0 | 44.0 | 46.0 | 13.0 | 6.0 | 9.0 | 10.0 | 15.0 | 36.0 | 177.80 | 28.0 | 1.0 | 14.0 | 55.0 | 51 | 46 | 42 | 49 | 46 | 50 | 51 | 52.0 | 37.0 | 47 | 51 | 47 | 41.0 | D. Holland | Republic of Ireland | 47 | 49.0 | M | 39.0 | 61 | Right | 51 | 46 | 42 | 49 | 46 | 41.0 | 50 | 51 | 47 | 51 | 47 | 53.0 | 50.0 | 2.0 | 38.0 | 62.0 | 47 | 50.0 | 47.0 | 38.0 | 60000.0 | 48.0 | 43.0 | 1000.0 | 3.0 | 141 | Medium/ Medium |
| 18198 | 18.0 | 18 | 25.0 | 22.0 | 47.0 | 11.0 | Lean | 0 | 0 | 0 | 0 | Burton Albion | 0 | 34.0 | 14.0 | 13.0 | 10.0 | 8.0 | 10.0 | 46.0 | 52.0 | 58.0 | 42.0 | 48.0 | 14.0 | 180.34 | 6.0 | 1.0 | 22.0 | 56.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21.0 | 5.0 | 0 | 0 | 0 | 15.0 | J. Livesey | England | 47 | 14.0 | GK | 5.0 | 70 | Right | 0 | 0 | 0 | 0 | 0 | 36.0 | 0 | 0 | 0 | 0 | 0 | 19.0 | 26.0 | 1.0 | 13.0 | 24.0 | 0 | 20.0 | 11.0 | 38.0 | 60000.0 | 37.0 | 8.0 | 1000.0 | 2.0 | 154 | Medium/ Medium |
| 18199 | 60.0 | 18 | 53.0 | 53.0 | 55.0 | 47.0 | Lean | 46 | 50 | 50 | 46 | Vancouver Whitecaps FC | 47 | 40.0 | 31.0 | 35.0 | 46.0 | 31.0 | 31.0 | 7.0 | 7.0 | 9.0 | 14.0 | 15.0 | 41.0 | 167.64 | 49.0 | 1.0 | 65.0 | 57.0 | 46 | 49 | 50 | 47 | 50 | 46 | 47 | 55.0 | 30.0 | 44 | 45 | 49 | 48.0 | M. Baldisimo | Canada | 47 | 36.0 | M | 35.0 | 69 | Right | 46 | 49 | 50 | 47 | 50 | 46.0 | 46 | 47 | 44 | 45 | 49 | 51.0 | 49.0 | 2.0 | 49.0 | 63.0 | 44 | 42.0 | 49.0 | 43.0 | 70000.0 | 40.0 | 26.0 | 1000.0 | 3.0 | 150 | Medium/ High |
| 18200 | 65.0 | 18 | 26.0 | 64.0 | 80.0 | 41.0 | Lean | 46 | 29 | 30 | 47 | Swindon Town | 39 | 50.0 | 28.0 | 32.0 | 39.0 | 47.0 | 25.0 | 11.0 | 15.0 | 12.0 | 12.0 | 11.0 | 47.0 | 175.26 | 16.0 | 1.0 | 21.0 | 77.0 | 46 | 32 | 29 | 39 | 30 | 47 | 43 | 30.0 | 51.0 | 47 | 46 | 33 | 15.0 | J. Young | Scotland | 47 | 58.0 | F | 46.0 | 62 | Left | 46 | 32 | 29 | 39 | 30 | 54.0 | 47 | 43 | 47 | 46 | 33 | 42.0 | 44.0 | 2.0 | 14.0 | 48.0 | 47 | 31.0 | 17.0 | 31.0 | 60000.0 | 37.0 | 37.0 | 1000.0 | 2.0 | 157 | Medium/ Medium |
| 18201 | 52.0 | 18 | 44.0 | 39.0 | 48.0 | 32.0 | Lean | 30 | 48 | 40 | 32 | Waterford FC | 32 | 43.0 | 22.0 | 21.0 | 21.0 | 23.0 | 27.0 | 9.0 | 10.0 | 9.0 | 11.0 | 13.0 | 45.0 | 185.42 | 45.0 | 1.0 | 29.0 | 74.0 | 30 | 44 | 48 | 32 | 40 | 32 | 32 | 27.0 | 16.0 | 34 | 31 | 41 | 44.0 | D. Walsh | Republic of Ireland | 47 | 38.0 | D | 20.0 | 68 | Left | 30 | 44 | 48 | 32 | 40 | 43.0 | 32 | 32 | 34 | 31 | 41 | 25.0 | 39.0 | 2.0 | 53.0 | 52.0 | 34 | 39.0 | 47.0 | 52.0 | 60000.0 | 31.0 | 27.0 | 1000.0 | 3.0 | 168 | Medium/ Medium |
| 18202 | 54.0 | 19 | 46.0 | 60.0 | 76.0 | 43.0 | Lean | 47 | 47 | 47 | 46 | Crewe Alexandra | 47 | 45.0 | 34.0 | 30.0 | 42.0 | 38.0 | 34.0 | 10.0 | 13.0 | 7.0 | 8.0 | 9.0 | 40.0 | 175.26 | 46.0 | 1.0 | 22.0 | 55.0 | 47 | 47 | 47 | 47 | 47 | 46 | 46 | 45.0 | 38.0 | 44 | 46 | 46 | 40.0 | J. Lundstram | England | 47 | 43.0 | M | 39.0 | 65 | Right | 47 | 47 | 47 | 47 | 47 | 49.0 | 46 | 46 | 44 | 46 | 46 | 49.0 | 43.0 | 2.0 | 47.0 | 57.0 | 44 | 40.0 | 48.0 | 47.0 | 60000.0 | 52.0 | 25.0 | 1000.0 | 2.0 | 134 | Medium/ Medium |
| 18203 | 41.0 | 19 | 47.0 | 38.0 | 52.0 | 40.0 | Normal | 42 | 34 | 33 | 44 | Trelleborgs FF | 37 | 42.0 | 23.0 | 32.0 | 39.0 | 52.0 | 20.0 | 10.0 | 9.0 | 9.0 | 5.0 | 12.0 | 52.0 | 190.50 | 16.0 | 1.0 | 21.0 | 47.0 | 42 | 31 | 34 | 37 | 33 | 44 | 40 | 25.0 | 42.0 | 47 | 41 | 32 | 22.0 | N. Christoffersson | Sweden | 47 | 43.0 | F | 46.0 | 63 | Right | 42 | 31 | 34 | 37 | 33 | 40.0 | 44 | 40 | 47 | 41 | 32 | 43.0 | 41.0 | 2.0 | 19.0 | 39.0 | 47 | 43.0 | 15.0 | 67.0 | 60000.0 | 33.0 | 36.0 | 1000.0 | 2.0 | 170 | Medium/ Medium |
| 18204 | 70.0 | 16 | 32.0 | 50.0 | 58.0 | 44.0 | Normal | 46 | 30 | 32 | 48 | Cambridge United | 40 | 41.0 | 25.0 | 38.0 | 45.0 | 40.0 | 27.0 | 6.0 | 5.0 | 10.0 | 6.0 | 13.0 | 46.0 | 172.72 | 15.0 | 1.0 | 33.0 | 60.0 | 46 | 35 | 30 | 40 | 32 | 48 | 46 | 28.0 | 45.0 | 47 | 47 | 36 | 32.0 | B. Worman | England | 47 | 55.0 | F | 48.0 | 67 | Right | 46 | 35 | 30 | 40 | 32 | 47.0 | 48 | 46 | 47 | 47 | 36 | 38.0 | 45.0 | 2.0 | 11.0 | 69.0 | 47 | 55.0 | 13.0 | 32.0 | 60000.0 | 43.0 | 38.0 | 1000.0 | 3.0 | 148 | Medium/ Medium |
| 18205 | 61.0 | 17 | 33.0 | 52.0 | 71.0 | 52.0 | Lean | 47 | 33 | 34 | 48 | Tranmere Rovers | 41 | 46.0 | 44.0 | 34.0 | 51.0 | 50.0 | 32.0 | 14.0 | 6.0 | 14.0 | 8.0 | 9.0 | 39.0 | 177.80 | 22.0 | 1.0 | 34.0 | 42.0 | 47 | 37 | 33 | 41 | 34 | 48 | 48 | 32.0 | 34.0 | 49 | 49 | 38 | 20.0 | D. Walker-Rice | England | 47 | 50.0 | M | 44.0 | 66 | Right | 47 | 37 | 33 | 41 | 34 | 21.0 | 48 | 48 | 49 | 49 | 38 | 42.0 | 64.0 | 2.0 | 27.0 | 60.0 | 49 | 40.0 | 25.0 | 48.0 | 60000.0 | 47.0 | 40.0 | 1000.0 | 3.0 | 154 | Medium/ Medium |
| 18206 | 57.0 | 16 | 56.0 | 55.0 | 63.0 | 51.0 | Lean | 47 | 49 | 48 | 46 | Tranmere Rovers | 47 | 43.0 | 41.0 | 40.0 | 43.0 | 34.0 | 34.0 | 10.0 | 15.0 | 9.0 | 12.0 | 9.0 | 46.0 | 177.80 | 42.0 | 1.0 | 33.0 | 62.0 | 47 | 48 | 49 | 47 | 48 | 46 | 48 | 44.0 | 32.0 | 45 | 47 | 48 | 40.0 | G. Nugent | England | 46 | 33.0 | M | 34.0 | 66 | Right | 47 | 48 | 49 | 47 | 48 | 51.0 | 46 | 48 | 45 | 47 | 48 | 48.0 | 43.0 | 2.0 | 50.0 | 55.0 | 45 | 47.0 | 43.0 | 60.0 | 60000.0 | 49.0 | 30.0 | 1000.0 | 3.0 | 176 | Medium/ Medium |